Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

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Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
age_years
63

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • PROTEIN_SECRETION+0.420
  • OXIDATIVE_PHOSPHORYLATION+0.380
  • GLYCOLYSIS+0.320
  • PANCREAS_BETA_CELLS+0.310
  • INTERFERON_ALPHA_RESPONSE+0.290
  • FATTY_ACID_METABOLISM+0.260
  • APICAL_SURFACE+0.240
  • ESTROGEN_RESPONSE_EARLY+0.240
  • ANGIOGENESIS+0.220
  • ADIPOGENESIS+0.210

Top 10 suppressed

  • MYC_TARGETS_V2-0.320
  • WNT_BETA_CATENIN_SIGNALING-0.260
  • E2F_TARGETS-0.180
  • INFLAMMATORY_RESPONSE-0.140
  • G2M_CHECKPOINT-0.110
  • NOTCH_SIGNALING-0.090
  • ALLOGRAFT_REJECTION-0.080
  • HEDGEHOG_SIGNALING-0.080
  • BILE_ACID_METABOLISM-0.060
  • IL6_JAK_STAT3_SIGNALING-0.060

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR1313114
breast-umap@18
B0.723
2SRR8518232
breast-umap@18
C0.691
3DRR168524
bladder-landscape@3
0.689
4TCGA-78-7148-01A-11R-2039-07
lung-landscapes@6
cohortA40.677
5TCGA-A2-A0CS-01A-11R-A115-07
breast-umap@18
C0.667
6MNG554
mng-umap@100
0.666
7SRR33346941
bladder-landscape@3
0.663
8BS_M026T44Q
brain-umap@2
Meningioma0.653
9e5ae4a47-9a0d-4a70-a7be-40bddeb3d017
colon-landscapes@1
0.651
10SRR35579816
breast-umap@18
C0.644

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 33 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.420Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.380Remibrutinib— uncovered
GLYCOLYSIS0.320Inavolisib— uncovered
PANCREAS_BETA_CELLS0.310Cobimetinib— uncovered
INTERFERON_ALPHA_RESPONSE0.290Inavolisib— uncovered
FATTY_ACID_METABOLISM0.260Inavolisib— uncovered
APICAL_SURFACE0.240Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.240Inavolisib— uncovered
ANGIOGENESIS0.220Remibrutinib— uncovered
ADIPOGENESIS0.210Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.210Idelalisib— uncovered
HEME_METABOLISM0.210Temsirolimus— uncovered
UNFOLDED_PROTEIN_RESPONSE0.190Idelalisib— uncovered
MTORC1_SIGNALING0.170Inavolisib— uncovered
TGF_BETA_SIGNALING0.170Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.160Idelalisib— uncovered
ANDROGEN_RESPONSE0.150Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.140Remibrutinib— uncovered
COAGULATION0.140Binimetinib— uncovered
COMPLEMENT0.140Inavolisib— uncovered